Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 25 |
|---|
water_supply is highly overall correlated with Total_Population and 12 other fields | High correlation |
Total_Population is highly overall correlated with water_supply and 14 other fields | High correlation |
Households is highly overall correlated with water_supply and 15 other fields | High correlation |
Population_per_Households is highly overall correlated with water_supply and 15 other fields | High correlation |
Male_Population is highly overall correlated with water_supply and 14 other fields | High correlation |
Female_Population is highly overall correlated with Total_Population and 12 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with water_supply and 14 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
Num_of_Business is highly overall correlated with water_supply and 15 other fields | High correlation |
Business_above_100 is highly overall correlated with water_supply and 14 other fields | High correlation |
annual_household_income is highly overall correlated with water_supply and 13 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with water_supply and 14 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with Households and 6 other fields | High correlation |
personal_expense is highly overall correlated with water_supply and 12 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Total_Population and 12 other fields | High correlation |
employment_ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with water_supply and 15 other fields | High correlation |
Average_Temp is highly overall correlated with Monthly_Rainfall and 3 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Average_Temp and 1 other fields | High correlation |
Ground_Temp is highly overall correlated with Average_Temp and 2 other fields | High correlation |
Average_Pressure is highly overall correlated with Average_Temp and 2 other fields | High correlation |
water_supply has unique values | Unique |
Households has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Population has unique values | Unique |
Female_Population has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
Num_of_Business has unique values | Unique |
employment_ratio has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Average_Temp has 3 (2.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-01 01:39:11.984106 |
|---|---|
| Analysis finished | 2023-09-01 01:39:58.590715 |
| Duration | 46.61 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 566194.88 |
| Minimum | 410012.84 |
|---|---|
| Maximum | 658176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 410012.84 |
|---|---|
| 5-th percentile | 521631.1 |
| Q1 | 547010.61 |
| median | 561579.26 |
| Q3 | 584896.97 |
| 95-th percentile | 620724.23 |
| Maximum | 658176 |
| Range | 248163.16 |
| Interquartile range (IQR) | 37886.355 |
Descriptive statistics
| Standard deviation | 32594.899 |
|---|---|
| Coefficient of variation (CV) | 0.057568339 |
| Kurtosis | 3.3222376 |
| Mean | 566194.88 |
| Median Absolute Deviation (MAD) | 16740.037 |
| Skewness | -0.27281229 |
| Sum | 81532063 |
| Variance | 1.0624274 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 558773.4839 | 1 | 0.7% |
| 524910.5 | 1 | 0.7% |
| 571672.1 | 1 | 0.7% |
| 558633 | 1 | 0.7% |
| 572280 | 1 | 0.7% |
| 576720.7742 | 1 | 0.7% |
| 578494.4516 | 1 | 0.7% |
| 596934.2857 | 1 | 0.7% |
| 550557.1613 | 1 | 0.7% |
| 556041.6 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 410012.8387 | 1 | |
| 488252.0968 | 1 | |
| 506757.6129 | 1 | |
| 517523.4516 | 1 | |
| 520596.2 | 1 | |
| 520601.7667 | 1 | |
| 520693.7667 | 1 | |
| 521498.871 | 1 | |
| 522380.3871 | 1 | |
| 523012 | 1 |
| Value | Count | Frequency (%) |
| 658176 | 1 | |
| 647477.0333 | 1 | |
| 636916.4194 | 1 | |
| 636857.6774 | 1 | |
| 636648.8387 | 1 | |
| 634802.1613 | 1 | |
| 624893.7419 | 1 | |
| 620880.6 | 1 | |
| 619838.1333 | 1 | |
| 619792.6774 | 1 |
Total_Population
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1503579 |
| Minimum | 1452251 |
|---|---|
| Maximum | 1536349 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1452251 |
|---|---|
| 5-th percentile | 1457229.7 |
| Q1 | 1486853.2 |
| median | 1509309.5 |
| Q3 | 1522994.5 |
| 95-th percentile | 1534861.1 |
| Maximum | 1536349 |
| Range | 84098 |
| Interquartile range (IQR) | 36141.25 |
Descriptive statistics
| Standard deviation | 23963.875 |
|---|---|
| Coefficient of variation (CV) | 0.015937888 |
| Kurtosis | -0.80865546 |
| Mean | 1503579 |
| Median Absolute Deviation (MAD) | 18039 |
| Skewness | -0.54605626 |
| Sum | 2.1651538 × 108 |
| Variance | 5.7426729 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1513877 | 2 | 1.4% |
| 1484849 | 1 | 0.7% |
| 1488725 | 1 | 0.7% |
| 1505829 | 1 | 0.7% |
| 1504307 | 1 | 0.7% |
| 1502227 | 1 | 0.7% |
| 1501378 | 1 | 0.7% |
| 1499187 | 1 | 0.7% |
| 1497572 | 1 | 0.7% |
| 1496123 | 1 | 0.7% |
| Other values (133) | 133 |
| Value | Count | Frequency (%) |
| 1452251 | 1 | |
| 1453675 | 1 | |
| 1454228 | 1 | |
| 1454679 | 1 | |
| 1455058 | 1 | |
| 1455300 | 1 | |
| 1456107 | 1 | |
| 1457161 | 1 | |
| 1457619 | 1 | |
| 1458463 | 1 |
| Value | Count | Frequency (%) |
| 1536349 | 1 | |
| 1536286 | 1 | |
| 1535815 | 1 | |
| 1535701 | 1 | |
| 1535415 | 1 | |
| 1535367 | 1 | |
| 1535028 | 1 | |
| 1534954 | 1 | |
| 1534335 | 1 | |
| 1534041 | 1 |
Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 601146.22 |
| Minimum | 538866 |
|---|---|
| Maximum | 664417 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 538866 |
|---|---|
| 5-th percentile | 543931.25 |
| Q1 | 576123.5 |
| median | 597268.5 |
| Q3 | 625249.5 |
| 95-th percentile | 656925 |
| Maximum | 664417 |
| Range | 125551 |
| Interquartile range (IQR) | 49126 |
Descriptive statistics
| Standard deviation | 32888.508 |
|---|---|
| Coefficient of variation (CV) | 0.054709666 |
| Kurtosis | -0.78979061 |
| Mean | 601146.22 |
| Median Absolute Deviation (MAD) | 24150 |
| Skewness | 0.094833485 |
| Sum | 86565055 |
| Variance | 1.081654 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 538866 | 1 | 0.7% |
| 539689 | 1 | 0.7% |
| 613372 | 1 | 0.7% |
| 613864 | 1 | 0.7% |
| 614201 | 1 | 0.7% |
| 614639 | 1 | 0.7% |
| 615642 | 1 | 0.7% |
| 616462 | 1 | 0.7% |
| 617219 | 1 | 0.7% |
| 617757 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 538866 | 1 | |
| 539689 | 1 | |
| 540978 | 1 | |
| 541598 | 1 | |
| 542177 | 1 | |
| 542390 | 1 | |
| 542997 | 1 | |
| 543836 | 1 | |
| 544471 | 1 | |
| 554760 | 1 |
| Value | Count | Frequency (%) |
| 664417 | 1 | |
| 663621 | 1 | |
| 662615 | 1 | |
| 661948 | 1 | |
| 659978 | 1 | |
| 658831 | 1 | |
| 657781 | 1 | |
| 657087 | 1 | |
| 656007 | 1 | |
| 655842 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5099393 |
| Minimum | 2.1857523 |
|---|---|
| Maximum | 2.7555069 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2.1857523 |
|---|---|
| 5-th percentile | 2.2182598 |
| Q1 | 2.3824643 |
| median | 2.5422401 |
| Q3 | 2.6479772 |
| 95-th percentile | 2.7398087 |
| Maximum | 2.7555069 |
| Range | 0.56975461 |
| Interquartile range (IQR) | 0.26551291 |
Descriptive statistics
| Standard deviation | 0.16274879 |
|---|---|
| Coefficient of variation (CV) | 0.064841724 |
| Kurtosis | -0.98987852 |
| Mean | 2.5099393 |
| Median Absolute Deviation (MAD) | 0.12094307 |
| Skewness | -0.41895595 |
| Sum | 361.43126 |
| Variance | 0.026487169 |
| Monotonicity | Strictly decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.755506935 | 1 | 0.7% |
| 2.753104103 | 1 | 0.7% |
| 2.456488069 | 1 | 0.7% |
| 2.453033571 | 1 | 0.7% |
| 2.449209624 | 1 | 0.7% |
| 2.444080184 | 1 | 0.7% |
| 2.438719256 | 1 | 0.7% |
| 2.431921189 | 1 | 0.7% |
| 2.426321938 | 1 | 0.7% |
| 2.421863289 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 2.185752321 | 1 | |
| 2.19051989 | 1 | |
| 2.194680169 | 1 | |
| 2.198145474 | 1 | |
| 2.204132562 | 1 | |
| 2.208912453 | 1 | |
| 2.213665338 | 1 | |
| 2.21760741 | 1 | |
| 2.221956473 | 1 | |
| 2.225994969 | 1 |
| Value | Count | Frequency (%) |
| 2.755506935 | 1 | |
| 2.753104103 | 1 | |
| 2.748581273 | 1 | |
| 2.746069963 | 1 | |
| 2.744463524 | 1 | |
| 2.743693652 | 1 | |
| 2.742020674 | 1 | |
| 2.740066858 | 1 | |
| 2.738346028 | 1 | |
| 2.708335136 | 1 |
Male_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 752050.18 |
| Minimum | 724626 |
|---|---|
| Maximum | 768832 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 724626 |
|---|---|
| 5-th percentile | 727315.45 |
| Q1 | 743779 |
| median | 755577.5 |
| Q3 | 762652.75 |
| 95-th percentile | 768098.35 |
| Maximum | 768832 |
| Range | 44206 |
| Interquartile range (IQR) | 18873.75 |
Descriptive statistics
| Standard deviation | 12707.996 |
|---|---|
| Coefficient of variation (CV) | 0.016897803 |
| Kurtosis | -0.77835164 |
| Mean | 752050.18 |
| Median Absolute Deviation (MAD) | 9288.5 |
| Skewness | -0.58913834 |
| Sum | 1.0829523 × 108 |
| Variance | 1.6149316 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 743563 | 1 | 0.7% |
| 744063 | 1 | 0.7% |
| 753133 | 1 | 0.7% |
| 752671 | 1 | 0.7% |
| 752025 | 1 | 0.7% |
| 750969 | 1 | 0.7% |
| 750415 | 1 | 0.7% |
| 749331 | 1 | 0.7% |
| 748488 | 1 | 0.7% |
| 747775 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 724626 | 1 | |
| 725406 | 1 | |
| 725742 | 1 | |
| 725956 | 1 | |
| 726142 | 1 | |
| 726281 | 1 | |
| 726666 | 1 | |
| 727279 | 1 | |
| 727522 | 1 | |
| 728075 | 1 |
| Value | Count | Frequency (%) |
| 768832 | 1 | |
| 768825 | 1 | |
| 768522 | 1 | |
| 768485 | 1 | |
| 768425 | 1 | |
| 768423 | 1 | |
| 768343 | 1 | |
| 768106 | 1 | |
| 768055 | 1 | |
| 767665 | 1 |
Female_Population
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 751528.87 |
| Minimum | 727625 |
|---|---|
| Maximum | 767517 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 727625 |
|---|---|
| 5-th percentile | 729914.25 |
| Q1 | 742868.75 |
| median | 753916 |
| Q3 | 760522.25 |
| 95-th percentile | 766595.1 |
| Maximum | 767517 |
| Range | 39892 |
| Interquartile range (IQR) | 17653.5 |
Descriptive statistics
| Standard deviation | 11294.294 |
|---|---|
| Coefficient of variation (CV) | 0.015028424 |
| Kurtosis | -0.85575617 |
| Mean | 751528.87 |
| Median Absolute Deviation (MAD) | 8700.5 |
| Skewness | -0.49208981 |
| Sum | 1.0822016 × 108 |
| Variance | 1.2756108 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 741286 | 1 | 0.7% |
| 741757 | 1 | 0.7% |
| 753608 | 1 | 0.7% |
| 753158 | 1 | 0.7% |
| 752282 | 1 | 0.7% |
| 751258 | 1 | 0.7% |
| 750963 | 1 | 0.7% |
| 749856 | 1 | 0.7% |
| 749084 | 1 | 0.7% |
| 748348 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 727625 | 1 | |
| 728269 | 1 | |
| 728486 | 1 | |
| 728723 | 1 | |
| 728916 | 1 | |
| 729019 | 1 | |
| 729441 | 1 | |
| 729882 | 1 | |
| 730097 | 1 | |
| 730388 | 1 |
| Value | Count | Frequency (%) |
| 767517 | 1 | |
| 767461 | 1 | |
| 767330 | 1 | |
| 767179 | 1 | |
| 766992 | 1 | |
| 766942 | 1 | |
| 766922 | 1 | |
| 766611 | 1 | |
| 766505 | 1 | |
| 766280 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.000667 |
| Minimum | 0.99587837 |
|---|---|
| Maximum | 1.0050872 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.99587837 |
|---|---|
| 5-th percentile | 0.99628742 |
| Q1 | 0.99837185 |
| median | 1.0008529 |
| Q3 | 1.003115 |
| 95-th percentile | 1.0047134 |
| Maximum | 1.0050872 |
| Range | 0.0092088263 |
| Interquartile range (IQR) | 0.0047431525 |
Descriptive statistics
| Standard deviation | 0.0026247322 |
|---|---|
| Coefficient of variation (CV) | 0.0026229826 |
| Kurtosis | -1.1599512 |
| Mean | 1.000667 |
| Median Absolute Deviation (MAD) | 0.0022859869 |
| Skewness | -0.13557684 |
| Sum | 144.09605 |
| Variance | 6.889219 × 10-6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.003071689 | 1 | 0.7% |
| 1.003108835 | 1 | 0.7% |
| 0.9993696988 | 1 | 0.7% |
| 0.9993533893 | 1 | 0.7% |
| 0.9996583728 | 1 | 0.7% |
| 0.9996153119 | 1 | 0.7% |
| 0.9992702703 | 1 | 0.7% |
| 0.9992998656 | 1 | 0.7% |
| 0.9992043616 | 1 | 0.7% |
| 0.9992343134 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.9958783714 | 1 | |
| 0.9960687603 | 1 | |
| 0.9961943489 | 1 | |
| 0.996195717 | 1 | |
| 0.9962029468 | 1 | |
| 0.9962332838 | 1 | |
| 0.996244268 | 1 | |
| 0.9962616108 | 1 | |
| 0.9964336701 | 1 | |
| 0.9964730714 | 1 |
| Value | Count | Frequency (%) |
| 1.005087198 | 1 | |
| 1.005022552 | 1 | |
| 1.004866235 | 1 | |
| 1.004842563 | 1 | |
| 1.004831927 | 1 | |
| 1.004803426 | 1 | |
| 1.004766705 | 1 | |
| 1.00471345 | 1 | |
| 1.004713434 | 1 | |
| 1.00458922 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 47.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.182639 |
| Minimum | 8.4 |
|---|---|
| Maximum | 15.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 8.4 |
|---|---|
| 5-th percentile | 8.6 |
| Q1 | 9.4 |
| median | 10.9 |
| Q3 | 12.7 |
| 95-th percentile | 14.785 |
| Maximum | 15.2 |
| Range | 6.8 |
| Interquartile range (IQR) | 3.3 |
Descriptive statistics
| Standard deviation | 1.9989273 |
|---|---|
| Coefficient of variation (CV) | 0.17875274 |
| Kurtosis | -1.0086186 |
| Mean | 11.182639 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 0.40967657 |
| Sum | 1610.3 |
| Variance | 3.9957105 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.7 | 6 | 4.2% |
| 8.6 | 5 | 3.5% |
| 8.9 | 4 | 2.8% |
| 9.3 | 4 | 2.8% |
| 8.5 | 3 | 2.1% |
| 9.7 | 3 | 2.1% |
| 10.6 | 3 | 2.1% |
| 11 | 3 | 2.1% |
| 11.1 | 3 | 2.1% |
| 10.2 | 3 | 2.1% |
| Other values (59) | 107 |
| Value | Count | Frequency (%) |
| 8.4 | 2 | 1.4% |
| 8.5 | 3 | |
| 8.6 | 5 | |
| 8.7 | 6 | |
| 8.8 | 3 | |
| 8.9 | 4 | |
| 9 | 2 | 1.4% |
| 9.1 | 3 | |
| 9.2 | 3 | |
| 9.3 | 4 |
| Value | Count | Frequency (%) |
| 15.2 | 2 | |
| 15.1 | 1 | |
| 15 | 2 | |
| 14.9 | 1 | |
| 14.8 | 2 | |
| 14.7 | 1 | |
| 14.6 | 2 | |
| 14.5 | 1 | |
| 14.4 | 1 | |
| 14.3 | 1 |
Power_usage
Real number (ℝ)
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7513535 × 108 |
| Minimum | 6.64428 × 108 |
|---|---|
| Maximum | 9.7993194 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 6.64428 × 108 |
|---|---|
| 5-th percentile | 6.8564441 × 108 |
| Q1 | 7.2494782 × 108 |
| median | 7.6167038 × 108 |
| Q3 | 8.2053707 × 108 |
| 95-th percentile | 8.8861184 × 108 |
| Maximum | 9.7993194 × 108 |
| Range | 3.1550394 × 108 |
| Interquartile range (IQR) | 95589255 |
Descriptive statistics
| Standard deviation | 64598929 |
|---|---|
| Coefficient of variation (CV) | 0.083338902 |
| Kurtosis | 0.0023327081 |
| Mean | 7.7513535 × 108 |
| Median Absolute Deviation (MAD) | 45547380 |
| Skewness | 0.58359553 |
| Sum | 1.1161949 × 1011 |
| Variance | 4.1730216 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 826373000 | 1 | 0.7% |
| 778458000 | 1 | 0.7% |
| 787503108 | 1 | 0.7% |
| 680663080 | 1 | 0.7% |
| 730893670 | 1 | 0.7% |
| 835786784 | 1 | 0.7% |
| 905301903 | 1 | 0.7% |
| 885431944 | 1 | 0.7% |
| 784246981 | 1 | 0.7% |
| 752264410 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 664428000 | 1 | |
| 664620000 | 1 | |
| 668362000 | 1 | |
| 673068000 | 1 | |
| 680663080 | 1 | |
| 684218000 | 1 | |
| 685169000 | 1 | |
| 685456898 | 1 | |
| 686707000 | 1 | |
| 689589000 | 1 |
| Value | Count | Frequency (%) |
| 979931944 | 1 | |
| 965781582 | 1 | |
| 912803676 | 1 | |
| 907681607 | 1 | |
| 905301903 | 1 | |
| 898970365 | 1 | |
| 895487725 | 1 | |
| 889173000 | 1 | |
| 885431944 | 1 | |
| 884589905 | 1 |
Num_of_Business
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48573.806 |
| Minimum | 31158 |
|---|---|
| Maximum | 69167 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 31158 |
|---|---|
| 5-th percentile | 33186.1 |
| Q1 | 38882.5 |
| median | 50986 |
| Q3 | 55256.25 |
| 95-th percentile | 66369.5 |
| Maximum | 69167 |
| Range | 38009 |
| Interquartile range (IQR) | 16373.75 |
Descriptive statistics
| Standard deviation | 10128.117 |
|---|---|
| Coefficient of variation (CV) | 0.20850986 |
| Kurtosis | -0.96892362 |
| Mean | 48573.806 |
| Median Absolute Deviation (MAD) | 7415 |
| Skewness | -0.010359979 |
| Sum | 6994628 |
| Variance | 1.0257876 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31158 | 1 | 0.7% |
| 32055 | 1 | 0.7% |
| 52657 | 1 | 0.7% |
| 51800 | 1 | 0.7% |
| 52022 | 1 | 0.7% |
| 53232 | 1 | 0.7% |
| 52930 | 1 | 0.7% |
| 51639 | 1 | 0.7% |
| 52969 | 1 | 0.7% |
| 53631 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 31158 | 1 | |
| 32055 | 1 | |
| 32192 | 1 | |
| 32403 | 1 | |
| 32460 | 1 | |
| 32565 | 1 | |
| 32766 | 1 | |
| 33127 | 1 | |
| 33521 | 1 | |
| 33697 | 1 |
| Value | Count | Frequency (%) |
| 69167 | 1 | |
| 68820 | 1 | |
| 68521 | 1 | |
| 68244 | 1 | |
| 67129 | 1 | |
| 66959 | 1 | |
| 66765 | 1 | |
| 66551 | 1 | |
| 65341 | 1 | |
| 64758 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 83 |
|---|---|
| Distinct (%) | 57.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 434.45139 |
| Minimum | 356 |
|---|---|
| Maximum | 503 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 356 |
|---|---|
| 5-th percentile | 371 |
| Q1 | 410.75 |
| median | 435.5 |
| Q3 | 457.5 |
| 95-th percentile | 498.7 |
| Maximum | 503 |
| Range | 147 |
| Interquartile range (IQR) | 46.75 |
Descriptive statistics
| Standard deviation | 35.319487 |
|---|---|
| Coefficient of variation (CV) | 0.081296752 |
| Kurtosis | -0.3918645 |
| Mean | 434.45139 |
| Median Absolute Deviation (MAD) | 24.5 |
| Skewness | -0.0027903942 |
| Sum | 62561 |
| Variance | 1247.4662 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 445 | 5 | 3.5% |
| 448 | 5 | 3.5% |
| 422 | 4 | 2.8% |
| 436 | 4 | 2.8% |
| 472 | 4 | 2.8% |
| 434 | 3 | 2.1% |
| 432 | 3 | 2.1% |
| 427 | 3 | 2.1% |
| 404 | 3 | 2.1% |
| 411 | 3 | 2.1% |
| Other values (73) | 107 |
| Value | Count | Frequency (%) |
| 356 | 2 | |
| 361 | 1 | 0.7% |
| 362 | 1 | 0.7% |
| 367 | 3 | |
| 371 | 2 | |
| 383 | 2 | |
| 386 | 1 | 0.7% |
| 387 | 1 | 0.7% |
| 388 | 1 | 0.7% |
| 390 | 2 |
| Value | Count | Frequency (%) |
| 503 | 1 | 0.7% |
| 502 | 3 | |
| 501 | 2 | |
| 499 | 2 | |
| 497 | 1 | 0.7% |
| 496 | 1 | 0.7% |
| 495 | 2 | |
| 493 | 1 | 0.7% |
| 492 | 2 | |
| 476 | 1 | 0.7% |
complex_area
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 15.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70665952 |
| Minimum | 53197238 |
|---|---|
| Maximum | 73034588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 53197238 |
|---|---|
| 5-th percentile | 70421650 |
| Q1 | 70433623 |
| median | 70923547 |
| Q3 | 71576037 |
| 95-th percentile | 71984733 |
| Maximum | 73034588 |
| Range | 19837350 |
| Interquartile range (IQR) | 1142414 |
Descriptive statistics
| Standard deviation | 2626827.2 |
|---|---|
| Coefficient of variation (CV) | 0.03717246 |
| Kurtosis | 39.522442 |
| Mean | 70665952 |
| Median Absolute Deviation (MAD) | 489924 |
| Skewness | -6.1862313 |
| Sum | 1.0175897 × 1010 |
| Variance | 6.9002213 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 70923547 | 19 | |
| 70433623 | 16 | |
| 71576037 | 15 | |
| 71673260 | 14 | |
| 70421651 | 11 | 7.6% |
| 70423280 | 10 | 6.9% |
| 70954624 | 8 | 5.6% |
| 73034588 | 6 | 4.2% |
| 70923624 | 6 | 4.2% |
| 70923429 | 6 | 4.2% |
| Other values (12) | 33 |
| Value | Count | Frequency (%) |
| 53197238 | 2 | 1.4% |
| 53270030 | 1 | 0.7% |
| 70418480 | 2 | 1.4% |
| 70421480 | 1 | 0.7% |
| 70421650 | 2 | 1.4% |
| 70421651 | 11 | |
| 70423280 | 10 | |
| 70423588 | 3 | 2.1% |
| 70433623 | 16 | |
| 70923409 | 2 | 1.4% |
| Value | Count | Frequency (%) |
| 73034588 | 6 | 4.2% |
| 71984733 | 3 | 2.1% |
| 71673260 | 14 | |
| 71576037 | 15 | |
| 71292620 | 5 | 3.5% |
| 70958238 | 4 | 2.8% |
| 70954624 | 8 | |
| 70928564 | 5 | 3.5% |
| 70923624 | 6 | 4.2% |
| 70923603 | 3 | 2.1% |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1135.8333 |
| Minimum | 868 |
|---|---|
| Maximum | 1496 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 868 |
|---|---|
| 5-th percentile | 868 |
| Q1 | 973.5 |
| median | 1074 |
| Q3 | 1293.25 |
| 95-th percentile | 1496 |
| Maximum | 1496 |
| Range | 628 |
| Interquartile range (IQR) | 319.75 |
Descriptive statistics
| Standard deviation | 203.0417 |
|---|---|
| Coefficient of variation (CV) | 0.17876011 |
| Kurtosis | -1.1328615 |
| Mean | 1135.8333 |
| Median Absolute Deviation (MAD) | 146.5 |
| Skewness | 0.46169706 |
| Sum | 163560 |
| Variance | 41225.93 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 868 | 12 | |
| 917 | 12 | |
| 997 | 12 | |
| 1067 | 12 | |
| 963 | 12 | |
| 977 | 12 | |
| 1081 | 12 | |
| 1210 | 12 | |
| 1284 | 12 | |
| 1321 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 868 | 12 | |
| 917 | 12 | |
| 963 | 12 | |
| 977 | 12 | |
| 997 | 12 | |
| 1067 | 12 | |
| 1081 | 12 | |
| 1210 | 12 | |
| 1284 | 12 | |
| 1321 | 12 |
| Value | Count | Frequency (%) |
| 1496 | 12 | |
| 1449 | 12 | |
| 1321 | 12 | |
| 1284 | 12 | |
| 1210 | 12 | |
| 1081 | 12 | |
| 1067 | 12 | |
| 997 | 12 | |
| 977 | 12 | |
| 963 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19218.5 |
| Minimum | 13906 |
|---|---|
| Maximum | 21369 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 13906 |
|---|---|
| 5-th percentile | 13906 |
| Q1 | 18332.75 |
| median | 20158 |
| Q3 | 20890.75 |
| 95-th percentile | 21369 |
| Maximum | 21369 |
| Range | 7463 |
| Interquartile range (IQR) | 2558 |
Descriptive statistics
| Standard deviation | 2198.1379 |
|---|---|
| Coefficient of variation (CV) | 0.11437614 |
| Kurtosis | 0.55711887 |
| Mean | 19218.5 |
| Median Absolute Deviation (MAD) | 810.5 |
| Skewness | -1.2709155 |
| Sum | 2767464 |
| Variance | 4831810.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 20890 | 12 | |
| 21369 | 12 | |
| 20899 | 12 | |
| 20566 | 12 | |
| 20893 | 12 | |
| 20434 | 12 | |
| 19882 | 12 | |
| 19278 | 12 | |
| 18200 | 12 | |
| 18377 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 13906 | 12 | |
| 15928 | 12 | |
| 18200 | 12 | |
| 18377 | 12 | |
| 19278 | 12 | |
| 19882 | 12 | |
| 20434 | 12 | |
| 20566 | 12 | |
| 20890 | 12 | |
| 20893 | 12 |
| Value | Count | Frequency (%) |
| 21369 | 12 | |
| 20899 | 12 | |
| 20893 | 12 | |
| 20890 | 12 | |
| 20566 | 12 | |
| 20434 | 12 | |
| 19882 | 12 | |
| 19278 | 12 | |
| 18377 | 12 | |
| 18200 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.94539292 |
| Minimum | 0.88596907 |
|---|---|
| Maximum | 1.0519778 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.88596907 |
|---|---|
| 5-th percentile | 0.88596907 |
| Q1 | 0.90775137 |
| median | 0.93259164 |
| Q3 | 0.96911855 |
| 95-th percentile | 1.0519778 |
| Maximum | 1.0519778 |
| Range | 0.16600872 |
| Interquartile range (IQR) | 0.061367187 |
Descriptive statistics
| Standard deviation | 0.051834876 |
|---|---|
| Coefficient of variation (CV) | 0.054828923 |
| Kurtosis | -0.35243352 |
| Mean | 0.94539292 |
| Median Absolute Deviation (MAD) | 0.032911064 |
| Skewness | 0.91483799 |
| Sum | 136.13658 |
| Variance | 0.0026868544 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.8968744633 | 12 | |
| 0.9416975145 | 12 | |
| 0.8992298094 | 12 | |
| 0.8859690691 | 12 | |
| 0.9298175345 | 12 | |
| 0.935365742 | 12 | |
| 0.9650519367 | 12 | |
| 0.9813184016 | 12 | |
| 0.9105918847 | 12 | |
| 1.051977789 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.8859690691 | 12 | |
| 0.8968744633 | 12 | |
| 0.8992298094 | 12 | |
| 0.9105918847 | 12 | |
| 0.9108534748 | 12 | |
| 0.9298175345 | 12 | |
| 0.935365742 | 12 | |
| 0.9416975145 | 12 | |
| 0.9650519367 | 12 | |
| 0.9813184016 | 12 |
| Value | Count | Frequency (%) |
| 1.051977789 | 12 | |
| 1.03596748 | 12 | |
| 0.9813184016 | 12 | |
| 0.9650519367 | 12 | |
| 0.9416975145 | 12 | |
| 0.935365742 | 12 | |
| 0.9298175345 | 12 | |
| 0.9108534748 | 12 | |
| 0.9105918847 | 12 | |
| 0.8992298094 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1603217 × 108 |
| Minimum | 2.9900784 × 108 |
|---|---|
| Maximum | 5.1317679 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2.9900784 × 108 |
|---|---|
| 5-th percentile | 2.9900784 × 108 |
| Q1 | 3.8763455 × 108 |
| median | 4.0938201 × 108 |
| Q3 | 4.4936211 × 108 |
| 95-th percentile | 5.1317679 × 108 |
| Maximum | 5.1317679 × 108 |
| Range | 2.1416895 × 108 |
| Interquartile range (IQR) | 61727553 |
Descriptive statistics
| Standard deviation | 59430304 |
|---|---|
| Coefficient of variation (CV) | 0.14285026 |
| Kurtosis | -0.46303573 |
| Mean | 4.1603217 × 108 |
| Median Absolute Deviation (MAD) | 31213282 |
| Skewness | -0.063430645 |
| Sum | 5.9908632 × 1010 |
| Variance | 3.531961 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 299007845 | 12 | |
| 349665283 | 12 | |
| 378259971 | 12 | |
| 396906103 | 12 | |
| 402335232 | 12 | |
| 425965947 | 12 | |
| 390759413 | 12 | |
| 416428782 | 12 | |
| 440686535 | 12 | |
| 475388816 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 299007845 | 12 | |
| 349665283 | 12 | |
| 378259971 | 12 | |
| 390759413 | 12 | |
| 396906103 | 12 | |
| 402335232 | 12 | |
| 416428782 | 12 | |
| 425965947 | 12 | |
| 440686535 | 12 | |
| 475388816 | 12 |
| Value | Count | Frequency (%) |
| 513176792 | 12 | |
| 503805277 | 12 | |
| 475388816 | 12 | |
| 440686535 | 12 | |
| 425965947 | 12 | |
| 416428782 | 12 | |
| 402335232 | 12 | |
| 396906103 | 12 | |
| 390759413 | 12 | |
| 378259971 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.218056 |
| Minimum | 64.083333 |
|---|---|
| Maximum | 74.316667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 64.083333 |
|---|---|
| 5-th percentile | 64.083333 |
| Q1 | 66.804167 |
| median | 70.033333 |
| Q3 | 71.4375 |
| 95-th percentile | 74.316667 |
| Maximum | 74.316667 |
| Range | 10.233333 |
| Interquartile range (IQR) | 4.6333333 |
Descriptive statistics
| Standard deviation | 3.0109006 |
|---|---|
| Coefficient of variation (CV) | 0.043498775 |
| Kurtosis | -1.0291597 |
| Mean | 69.218056 |
| Median Absolute Deviation (MAD) | 1.9666667 |
| Skewness | -0.19578528 |
| Sum | 9967.4 |
| Variance | 9.0655225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 70.68333333 | 12 | |
| 67.2 | 12 | |
| 65.36666667 | 12 | |
| 65.61666667 | 12 | |
| 68.11666667 | 12 | |
| 71.31666667 | 12 | |
| 72.05 | 12 | |
| 71.8 | 12 | |
| 74.31666667 | 12 | |
| 69.95 | 12 | |
| Other values (3) | 24 |
| Value | Count | Frequency (%) |
| 64.08333333 | 1 | 0.7% |
| 64.08333333 | 11 | |
| 65.36666667 | 12 | |
| 65.61666667 | 12 | |
| 67.2 | 12 | |
| 68.11666667 | 12 | |
| 69.95 | 12 | |
| 70.11666667 | 12 | |
| 70.68333333 | 12 | |
| 71.31666667 | 12 |
| Value | Count | Frequency (%) |
| 74.31666667 | 12 | |
| 72.05 | 12 | |
| 71.8 | 12 | |
| 71.31666667 | 12 | |
| 70.68333333 | 12 | |
| 70.11666667 | 12 | |
| 69.95 | 12 | |
| 68.11666667 | 12 | |
| 67.2 | 12 | |
| 65.61666667 | 12 |
employment_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 334491.28 |
| Minimum | 234127 |
|---|---|
| Maximum | 413117 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 234127 |
|---|---|
| 5-th percentile | 249287.05 |
| Q1 | 301729.5 |
| median | 335986.5 |
| Q3 | 372270.5 |
| 95-th percentile | 406403.2 |
| Maximum | 413117 |
| Range | 178990 |
| Interquartile range (IQR) | 70541 |
Descriptive statistics
| Standard deviation | 46208.855 |
|---|---|
| Coefficient of variation (CV) | 0.13814666 |
| Kurtosis | -0.7288985 |
| Mean | 334491.28 |
| Median Absolute Deviation (MAD) | 35237.5 |
| Skewness | -0.16243698 |
| Sum | 48166745 |
| Variance | 2.1352583 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 234127 | 1 | 0.7% |
| 236853 | 1 | 0.7% |
| 351630 | 1 | 0.7% |
| 353555 | 1 | 0.7% |
| 354745 | 1 | 0.7% |
| 353530 | 1 | 0.7% |
| 350521 | 1 | 0.7% |
| 353171 | 1 | 0.7% |
| 354647 | 1 | 0.7% |
| 358309 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 234127 | 1 | |
| 236853 | 1 | |
| 241134 | 1 | |
| 244446 | 1 | |
| 247291 | 1 | |
| 247810 | 1 | |
| 248510 | 1 | |
| 248950 | 1 | |
| 251197 | 1 | |
| 251829 | 1 |
| Value | Count | Frequency (%) |
| 413117 | 1 | |
| 412409 | 1 | |
| 410827 | 1 | |
| 410163 | 1 | |
| 408639 | 1 | |
| 408338 | 1 | |
| 407760 | 1 | |
| 406543 | 1 | |
| 405611 | 1 | |
| 404056 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22281507 |
| Minimum | 0.15767731 |
|---|---|
| Maximum | 0.28418801 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.15767731 |
|---|---|
| 5-th percentile | 0.16696778 |
| Q1 | 0.19783643 |
| median | 0.22112544 |
| Q3 | 0.2501502 |
| 95-th percentile | 0.27851127 |
| Maximum | 0.28418801 |
| Range | 0.12651069 |
| Interquartile range (IQR) | 0.05231377 |
Descriptive statistics
| Standard deviation | 0.033387353 |
|---|---|
| Coefficient of variation (CV) | 0.14984333 |
| Kurtosis | -0.88673432 |
| Mean | 0.22281507 |
| Median Absolute Deviation (MAD) | 0.025135396 |
| Skewness | 0.11435567 |
| Sum | 32.085371 |
| Variance | 0.0011147154 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1576773126 | 1 | 0.7% |
| 0.1594089459 | 1 | 0.7% |
| 0.2333712297 | 1 | 0.7% |
| 0.2347909358 | 1 | 0.7% |
| 0.2358195501 | 1 | 0.7% |
| 0.2353372693 | 1 | 0.7% |
| 0.2334661891 | 1 | 0.7% |
| 0.235575015 | 1 | 0.7% |
| 0.2368146573 | 1 | 0.7% |
| 0.2394916728 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.1576773126 | 1 | |
| 0.1594089459 | 1 | |
| 0.1621699053 | 1 | |
| 0.1643593009 | 1 | |
| 0.1661918635 | 1 | |
| 0.1665219682 | 1 | |
| 0.166907447 | 1 | |
| 0.1669507921 | 1 | |
| 0.1670640548 | 1 | |
| 0.1682456985 | 1 |
| Value | Count | Frequency (%) |
| 0.2841880063 | 1 | |
| 0.2835930817 | 1 | |
| 0.2818877323 | 1 | |
| 0.2813831769 | 1 | |
| 0.2803092641 | 1 | |
| 0.2802571538 | 1 | |
| 0.2793533979 | 1 | |
| 0.2785585125 | 1 | |
| 0.278243556 | 1 | |
| 0.2765809681 | 1 |
Average_Temp
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 115 |
|---|---|
| Distinct (%) | 79.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.432639 |
| Minimum | -5.7 |
|---|---|
| Maximum | 29 |
| Zeros | 3 |
| Zeros (%) | 2.1% |
| Negative | 14 |
| Negative (%) | 9.7% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -5.7 |
|---|---|
| 5-th percentile | -1.255 |
| Q1 | 4.375 |
| median | 14.25 |
| Q3 | 22.525 |
| 95-th percentile | 27.1 |
| Maximum | 29 |
| Range | 34.7 |
| Interquartile range (IQR) | 18.15 |
Descriptive statistics
| Standard deviation | 9.8127777 |
|---|---|
| Coefficient of variation (CV) | 0.73051749 |
| Kurtosis | -1.339662 |
| Mean | 13.432639 |
| Median Absolute Deviation (MAD) | 8.6 |
| Skewness | -0.12480889 |
| Sum | 1934.3 |
| Variance | 96.290606 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21.2 | 3 | 2.1% |
| 0 | 3 | 2.1% |
| 27.1 | 3 | 2.1% |
| 25.8 | 3 | 2.1% |
| -0.4 | 3 | 2.1% |
| 8.5 | 2 | 1.4% |
| 8.7 | 2 | 1.4% |
| 23.6 | 2 | 1.4% |
| 27.8 | 2 | 1.4% |
| 15.5 | 2 | 1.4% |
| Other values (105) | 119 |
| Value | Count | Frequency (%) |
| -5.7 | 1 | 0.7% |
| -3 | 1 | 0.7% |
| -2.7 | 1 | 0.7% |
| -2.6 | 1 | 0.7% |
| -2.5 | 1 | 0.7% |
| -1.5 | 1 | 0.7% |
| -1.3 | 2 | |
| -1 | 2 | |
| -0.4 | 3 | |
| -0.1 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 29 | 1 | 0.7% |
| 27.9 | 2 | |
| 27.8 | 2 | |
| 27.5 | 1 | 0.7% |
| 27.2 | 1 | 0.7% |
| 27.1 | 3 | |
| 26.8 | 1 | 0.7% |
| 26.6 | 1 | 0.7% |
| 26.4 | 1 | 0.7% |
| 26.3 | 1 | 0.7% |
Monthly_Rainfall
Real number (ℝ)
| Distinct | 139 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.21458 |
| Minimum | 1.7 |
|---|---|
| Maximum | 587.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.7 |
|---|---|
| 5-th percentile | 8.95 |
| Q1 | 34.9 |
| median | 66.7 |
| Q3 | 136.575 |
| 95-th percentile | 375.125 |
| Maximum | 587.3 |
| Range | 585.6 |
| Interquartile range (IQR) | 101.675 |
Descriptive statistics
| Standard deviation | 112.59198 |
|---|---|
| Coefficient of variation (CV) | 1.0501555 |
| Kurtosis | 4.3710346 |
| Mean | 107.21458 |
| Median Absolute Deviation (MAD) | 42 |
| Skewness | 2.0357811 |
| Sum | 15438.9 |
| Variance | 12676.955 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 33.7 | 2 | 1.4% |
| 95.2 | 2 | 1.4% |
| 27 | 2 | 1.4% |
| 16.4 | 2 | 1.4% |
| 11.6 | 2 | 1.4% |
| 62.5 | 1 | 0.7% |
| 293.8 | 1 | 0.7% |
| 149.4 | 1 | 0.7% |
| 408.6 | 1 | 0.7% |
| 226.9 | 1 | 0.7% |
| Other values (129) | 129 |
| Value | Count | Frequency (%) |
| 1.7 | 1 | |
| 2.5 | 1 | |
| 3.2 | 1 | |
| 4 | 1 | |
| 4.1 | 1 | |
| 4.4 | 1 | |
| 6.5 | 1 | |
| 8.5 | 1 | |
| 11.5 | 1 | |
| 11.6 | 2 |
| Value | Count | Frequency (%) |
| 587.3 | 1 | |
| 544.9 | 1 | |
| 463.6 | 1 | |
| 434.5 | 1 | |
| 420.3 | 1 | |
| 408.6 | 1 | |
| 391.6 | 1 | |
| 376.4 | 1 | |
| 367.9 | 1 | |
| 361.6 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | 25.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.409722 |
| Minimum | 49 |
|---|---|
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 49 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 62 |
| median | 70 |
| Q3 | 76 |
| 95-th percentile | 83 |
| Maximum | 88 |
| Range | 39 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 9.1065282 |
|---|---|
| Coefficient of variation (CV) | 0.13119961 |
| Kurtosis | -0.80159405 |
| Mean | 69.409722 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.11320366 |
| Sum | 9995 |
| Variance | 82.928856 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 76 | 13 | 9.0% |
| 60 | 11 | 7.6% |
| 72 | 9 | 6.2% |
| 68 | 7 | 4.9% |
| 62 | 7 | 4.9% |
| 81 | 7 | 4.9% |
| 70 | 6 | 4.2% |
| 69 | 5 | 3.5% |
| 67 | 5 | 3.5% |
| 77 | 5 | 3.5% |
| Other values (27) | 69 |
| Value | Count | Frequency (%) |
| 49 | 1 | 0.7% |
| 51 | 2 | 1.4% |
| 52 | 1 | 0.7% |
| 53 | 2 | 1.4% |
| 54 | 3 | 2.1% |
| 55 | 2 | 1.4% |
| 56 | 2 | 1.4% |
| 57 | 2 | 1.4% |
| 58 | 3 | 2.1% |
| 60 | 11 |
| Value | Count | Frequency (%) |
| 88 | 1 | 0.7% |
| 87 | 3 | |
| 85 | 1 | 0.7% |
| 84 | 1 | 0.7% |
| 83 | 3 | |
| 82 | 2 | 1.4% |
| 81 | 7 | |
| 80 | 3 | |
| 79 | 5 | |
| 78 | 4 |
Ground_Temp
Real number (ℝ)
| Distinct | 114 |
|---|---|
| Distinct (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.504167 |
| Minimum | -2.3 |
|---|---|
| Maximum | 35.1 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 8 |
| Negative (%) | 5.6% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -2.3 |
|---|---|
| 5-th percentile | -0.17 |
| Q1 | 5.425 |
| median | 16.45 |
| Q3 | 25.525 |
| 95-th percentile | 29.885 |
| Maximum | 35.1 |
| Range | 37.4 |
| Interquartile range (IQR) | 20.1 |
Descriptive statistics
| Standard deviation | 10.821068 |
|---|---|
| Coefficient of variation (CV) | 0.69794578 |
| Kurtosis | -1.4206452 |
| Mean | 15.504167 |
| Median Absolute Deviation (MAD) | 9.75 |
| Skewness | -0.064472099 |
| Sum | 2232.6 |
| Variance | 117.09551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.4 | 4 | 2.8% |
| -0.7 | 3 | 2.1% |
| 0.5 | 3 | 2.1% |
| 24.1 | 2 | 1.4% |
| 2.7 | 2 | 1.4% |
| 21.4 | 2 | 1.4% |
| 29.1 | 2 | 1.4% |
| 9.4 | 2 | 1.4% |
| 24.4 | 2 | 1.4% |
| 29.8 | 2 | 1.4% |
| Other values (104) | 120 |
| Value | Count | Frequency (%) |
| -2.3 | 1 | 0.7% |
| -0.7 | 3 | |
| -0.5 | 1 | 0.7% |
| -0.4 | 1 | 0.7% |
| -0.3 | 1 | 0.7% |
| -0.2 | 1 | 0.7% |
| 0 | 1 | 0.7% |
| 0.1 | 1 | 0.7% |
| 0.2 | 1 | 0.7% |
| 0.5 | 3 |
| Value | Count | Frequency (%) |
| 35.1 | 1 | |
| 33.6 | 1 | |
| 32.1 | 1 | |
| 31.1 | 1 | |
| 31 | 1 | |
| 30.8 | 1 | |
| 30.6 | 1 | |
| 29.9 | 1 | |
| 29.8 | 2 | |
| 29.7 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5708333 |
| Minimum | 0.9 |
|---|---|
| Maximum | 2.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 1.4 |
| median | 1.5 |
| Q3 | 1.7 |
| 95-th percentile | 2.1 |
| Maximum | 2.4 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.28674079 |
|---|---|
| Coefficient of variation (CV) | 0.18254055 |
| Kurtosis | 0.28983711 |
| Mean | 1.5708333 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.60289842 |
| Sum | 226.2 |
| Variance | 0.08222028 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 1.6 | 21 | |
| 1.4 | 20 | |
| 1.5 | 19 | |
| 1.3 | 18 | |
| 1.7 | 17 | |
| 1.2 | 12 | |
| 1.8 | 11 | |
| 1.9 | 7 | 4.9% |
| 2 | 5 | 3.5% |
| 2.3 | 4 | 2.8% |
| Other values (6) | 10 |
| Value | Count | Frequency (%) |
| 0.9 | 1 | 0.7% |
| 1 | 1 | 0.7% |
| 1.1 | 2 | 1.4% |
| 1.2 | 12 | |
| 1.3 | 18 | |
| 1.4 | 20 | |
| 1.5 | 19 | |
| 1.6 | 21 | |
| 1.7 | 17 | |
| 1.8 | 11 |
| Value | Count | Frequency (%) |
| 2.4 | 1 | 0.7% |
| 2.3 | 4 | 2.8% |
| 2.2 | 1 | 0.7% |
| 2.1 | 4 | 2.8% |
| 2 | 5 | 3.5% |
| 1.9 | 7 | 4.9% |
| 1.8 | 11 | |
| 1.7 | 17 | |
| 1.6 | 21 | |
| 1.5 | 19 |
Average_Pressure
Real number (ℝ)
| Distinct | 102 |
|---|---|
| Distinct (%) | 70.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1008.5139 |
| Minimum | 998.2 |
|---|---|
| Maximum | 1019.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 998.2 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 1001.95 |
| median | 1009.65 |
| Q3 | 1014.6 |
| 95-th percentile | 1017.585 |
| Maximum | 1019.3 |
| Range | 21.1 |
| Interquartile range (IQR) | 12.65 |
Descriptive statistics
| Standard deviation | 6.5795786 |
|---|---|
| Coefficient of variation (CV) | 0.0065240337 |
| Kurtosis | -1.4225848 |
| Mean | 1008.5139 |
| Median Absolute Deviation (MAD) | 5.9 |
| Skewness | -0.098846541 |
| Sum | 145226 |
| Variance | 43.290855 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1016.1 | 4 | 2.8% |
| 1013.5 | 4 | 2.8% |
| 1000.8 | 4 | 2.8% |
| 998.2 | 3 | 2.1% |
| 1005.3 | 3 | 2.1% |
| 1000.1 | 3 | 2.1% |
| 1005.5 | 3 | 2.1% |
| 1000.2 | 3 | 2.1% |
| 1005.6 | 2 | 1.4% |
| 999.4 | 2 | 1.4% |
| Other values (92) | 113 |
| Value | Count | Frequency (%) |
| 998.2 | 3 | |
| 998.3 | 1 | 0.7% |
| 998.5 | 1 | 0.7% |
| 998.6 | 2 | |
| 999 | 2 | |
| 999.1 | 1 | 0.7% |
| 999.2 | 1 | 0.7% |
| 999.3 | 1 | 0.7% |
| 999.4 | 2 | |
| 999.5 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 1019.3 | 1 | |
| 1019.1 | 1 | |
| 1018.7 | 1 | |
| 1018.5 | 1 | |
| 1018.1 | 1 | |
| 1017.8 | 1 | |
| 1017.7 | 1 | |
| 1017.6 | 1 | |
| 1017.5 | 1 | |
| 1017.2 | 2 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | -0.518 | 0.777 | -0.777 | -0.546 | -0.494 | -0.784 | 0.777 | 0.281 | 0.754 | 0.692 | -0.184 | 0.757 | -0.764 | 0.340 | 0.710 | 0.462 | 0.774 | 0.774 | 0.346 | 0.187 | 0.311 | 0.333 | -0.253 | -0.249 |
| Total_Population | -0.518 | 1.000 | -0.590 | 0.590 | 0.998 | 0.998 | 0.644 | -0.590 | -0.145 | -0.566 | -0.644 | -0.366 | -0.615 | 0.692 | -0.329 | -0.504 | -0.605 | -0.588 | -0.590 | -0.024 | -0.017 | 0.055 | -0.004 | 0.132 | -0.036 |
| Households | 0.777 | -0.590 | 1.000 | -1.000 | -0.623 | -0.554 | -0.974 | 1.000 | 0.239 | 0.982 | 0.883 | -0.310 | 0.941 | -0.934 | 0.530 | 0.941 | 0.522 | 0.997 | 0.998 | 0.077 | -0.030 | 0.156 | 0.056 | -0.361 | 0.029 |
| Population_per_Households | -0.777 | 0.590 | -1.000 | 1.000 | 0.623 | 0.554 | 0.974 | -1.000 | -0.239 | -0.982 | -0.883 | 0.310 | -0.941 | 0.934 | -0.530 | -0.941 | -0.522 | -0.997 | -0.998 | -0.077 | 0.029 | -0.156 | -0.056 | 0.361 | -0.028 |
| Male_Population | -0.546 | 0.998 | -0.623 | 0.623 | 1.000 | 0.993 | 0.679 | -0.624 | -0.153 | -0.600 | -0.676 | -0.336 | -0.642 | 0.724 | -0.353 | -0.534 | -0.633 | -0.622 | -0.624 | -0.029 | -0.014 | 0.047 | -0.011 | 0.148 | -0.034 |
| Female_Population | -0.494 | 0.998 | -0.554 | 0.554 | 0.993 | 1.000 | 0.608 | -0.554 | -0.140 | -0.531 | -0.610 | -0.396 | -0.587 | 0.660 | -0.298 | -0.470 | -0.573 | -0.552 | -0.554 | -0.024 | -0.026 | 0.058 | -0.003 | 0.115 | -0.032 |
| Male_Female_Ratio | -0.784 | 0.644 | -0.974 | 0.974 | 0.679 | 0.608 | 1.000 | -0.975 | -0.222 | -0.959 | -0.915 | 0.297 | -0.901 | 0.956 | -0.495 | -0.922 | -0.583 | -0.972 | -0.972 | -0.079 | 0.017 | -0.137 | -0.061 | 0.341 | -0.030 |
| Population_aging_Ratio | 0.777 | -0.590 | 1.000 | -1.000 | -0.624 | -0.554 | -0.975 | 1.000 | 0.240 | 0.982 | 0.883 | -0.310 | 0.940 | -0.934 | 0.528 | 0.941 | 0.523 | 0.997 | 0.998 | 0.078 | -0.029 | 0.158 | 0.057 | -0.361 | 0.028 |
| Power_usage | 0.281 | -0.145 | 0.239 | -0.239 | -0.153 | -0.140 | -0.222 | 0.240 | 1.000 | 0.213 | 0.110 | 0.019 | 0.267 | -0.247 | 0.099 | 0.236 | 0.130 | 0.203 | 0.204 | -0.157 | -0.029 | 0.144 | -0.184 | -0.174 | 0.187 |
| Num_of_Business | 0.754 | -0.566 | 0.982 | -0.982 | -0.600 | -0.531 | -0.959 | 0.982 | 0.213 | 1.000 | 0.890 | -0.310 | 0.912 | -0.919 | 0.502 | 0.917 | 0.504 | 0.982 | 0.982 | 0.087 | -0.015 | 0.187 | 0.068 | -0.370 | 0.032 |
| Business_above_100 | 0.692 | -0.644 | 0.883 | -0.883 | -0.676 | -0.610 | -0.915 | 0.883 | 0.110 | 0.890 | 1.000 | -0.294 | 0.784 | -0.884 | 0.462 | 0.839 | 0.596 | 0.888 | 0.888 | 0.155 | 0.033 | 0.149 | 0.137 | -0.302 | -0.044 |
| complex_area | -0.184 | -0.366 | -0.310 | 0.310 | -0.336 | -0.396 | 0.297 | -0.310 | 0.019 | -0.310 | -0.294 | 1.000 | -0.146 | 0.215 | -0.126 | -0.370 | 0.028 | -0.314 | -0.313 | -0.074 | 0.048 | -0.184 | -0.061 | 0.216 | 0.029 |
| annual_household_income | 0.757 | -0.615 | 0.941 | -0.941 | -0.642 | -0.587 | -0.901 | 0.940 | 0.267 | 0.912 | 0.784 | -0.146 | 1.000 | -0.909 | 0.406 | 0.860 | 0.455 | 0.934 | 0.935 | 0.047 | -0.027 | 0.108 | 0.028 | -0.293 | 0.025 |
| High_School_Graduate_num | -0.764 | 0.692 | -0.934 | 0.934 | 0.724 | 0.660 | 0.956 | -0.934 | -0.247 | -0.919 | -0.884 | 0.215 | -0.909 | 1.000 | -0.364 | -0.874 | -0.601 | -0.927 | -0.929 | -0.053 | 0.021 | -0.098 | -0.038 | 0.293 | -0.031 |
| High_School_Graduate_ratio | 0.340 | -0.329 | 0.530 | -0.530 | -0.353 | -0.298 | -0.495 | 0.528 | 0.099 | 0.502 | 0.462 | -0.126 | 0.406 | -0.364 | 1.000 | 0.420 | 0.538 | 0.538 | 0.535 | 0.033 | -0.097 | -0.045 | 0.040 | -0.264 | 0.031 |
| personal_expense | 0.710 | -0.504 | 0.941 | -0.941 | -0.534 | -0.470 | -0.922 | 0.941 | 0.236 | 0.917 | 0.839 | -0.370 | 0.860 | -0.874 | 0.420 | 1.000 | 0.357 | 0.935 | 0.935 | 0.052 | -0.044 | 0.131 | 0.029 | -0.311 | 0.028 |
| benefits_vs_personal_expense | 0.462 | -0.605 | 0.522 | -0.522 | -0.633 | -0.573 | -0.583 | 0.523 | 0.130 | 0.504 | 0.596 | 0.028 | 0.455 | -0.601 | 0.538 | 0.357 | 1.000 | 0.526 | 0.526 | 0.030 | -0.029 | -0.080 | 0.048 | -0.184 | 0.032 |
| employment_ratio | 0.774 | -0.588 | 0.997 | -0.997 | -0.622 | -0.552 | -0.972 | 0.997 | 0.203 | 0.982 | 0.888 | -0.314 | 0.934 | -0.927 | 0.538 | 0.935 | 0.526 | 1.000 | 1.000 | 0.092 | -0.020 | 0.173 | 0.072 | -0.375 | 0.022 |
| employment_insurance_ratio | 0.774 | -0.590 | 0.998 | -0.998 | -0.624 | -0.554 | -0.972 | 0.998 | 0.204 | 0.982 | 0.888 | -0.313 | 0.935 | -0.929 | 0.535 | 0.935 | 0.526 | 1.000 | 1.000 | 0.093 | -0.015 | 0.174 | 0.073 | -0.372 | 0.020 |
| Average_Temp | 0.346 | -0.024 | 0.077 | -0.077 | -0.029 | -0.024 | -0.079 | 0.078 | -0.157 | 0.087 | 0.155 | -0.074 | 0.047 | -0.053 | 0.033 | 0.052 | 0.030 | 0.092 | 0.093 | 1.000 | 0.726 | 0.551 | 0.991 | 0.233 | -0.919 |
| Monthly_Rainfall | 0.187 | -0.017 | -0.030 | 0.029 | -0.014 | -0.026 | 0.017 | -0.029 | -0.029 | -0.015 | 0.033 | 0.048 | -0.027 | 0.021 | -0.097 | -0.044 | -0.029 | -0.020 | -0.015 | 0.726 | 1.000 | 0.612 | 0.689 | 0.195 | -0.698 |
| Average_Relative_Humadity | 0.311 | 0.055 | 0.156 | -0.156 | 0.047 | 0.058 | -0.137 | 0.158 | 0.144 | 0.187 | 0.149 | -0.184 | 0.108 | -0.098 | -0.045 | 0.131 | -0.080 | 0.173 | 0.174 | 0.551 | 0.612 | 1.000 | 0.495 | -0.386 | -0.384 |
| Ground_Temp | 0.333 | -0.004 | 0.056 | -0.056 | -0.011 | -0.003 | -0.061 | 0.057 | -0.184 | 0.068 | 0.137 | -0.061 | 0.028 | -0.038 | 0.040 | 0.029 | 0.048 | 0.072 | 0.073 | 0.991 | 0.689 | 0.495 | 1.000 | 0.264 | -0.925 |
| Average_Wind | -0.253 | 0.132 | -0.361 | 0.361 | 0.148 | 0.115 | 0.341 | -0.361 | -0.174 | -0.370 | -0.302 | 0.216 | -0.293 | 0.293 | -0.264 | -0.311 | -0.184 | -0.375 | -0.372 | 0.233 | 0.195 | -0.386 | 0.264 | 1.000 | -0.417 |
| Average_Pressure | -0.249 | -0.036 | 0.029 | -0.028 | -0.034 | -0.032 | -0.030 | 0.028 | 0.187 | 0.032 | -0.044 | 0.029 | 0.025 | -0.031 | 0.031 | 0.028 | 0.032 | 0.022 | 0.020 | -0.919 | -0.698 | -0.384 | -0.925 | -0.417 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 558773.483871 | 1484849.0 | 538866.0 | 2.755507 | 743563.0 | 741286.0 | 1.003072 | 8.4 | 826373000.0 | 31158.0 | 394.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 234127.0 | 0.157677 | -2.7 | 46.4 | 67.0 | -0.7 | 1.5 | 1016.1 |
| 2010-02-01 | 524910.500000 | 1485820.0 | 539689.0 | 2.753104 | 744063.0 | 741757.0 | 1.003109 | 8.4 | 778458000.0 | 32055.0 | 404.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 236853.0 | 0.159409 | 2.1 | 81.5 | 63.0 | 3.2 | 1.7 | 1013.1 |
| 2010-03-01 | 506757.612903 | 1486922.0 | 540978.0 | 2.748581 | 744624.0 | 742298.0 | 1.003134 | 8.5 | 716986000.0 | 32766.0 | 432.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 241134.0 | 0.162170 | 5.3 | 100.1 | 62.0 | 6.8 | 2.3 | 1012.1 |
| 2010-04-01 | 520596.200000 | 1487266.0 | 541598.0 | 2.746070 | 744892.0 | 742374.0 | 1.003392 | 8.5 | 724076000.0 | 34213.0 | 445.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 244446.0 | 0.164359 | 10.0 | 88.5 | 55.0 | 12.9 | 2.3 | 1010.1 |
| 2010-05-01 | 550550.387097 | 1487985.0 | 542177.0 | 2.744464 | 745192.0 | 742793.0 | 1.003230 | 8.5 | 664428000.0 | 32460.0 | 422.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 247291.0 | 0.166192 | 17.8 | 117.6 | 60.0 | 20.6 | 2.0 | 1003.1 |
| 2010-06-01 | 570567.166667 | 1488152.0 | 542390.0 | 2.743694 | 745212.0 | 742940.0 | 1.003058 | 8.6 | 684218000.0 | 33700.0 | 427.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 247810.0 | 0.166522 | 23.4 | 65.6 | 62.0 | 28.1 | 1.8 | 1001.8 |
| 2010-07-01 | 562395.064516 | 1488909.0 | 542997.0 | 2.742021 | 745598.0 | 743311.0 | 1.003077 | 8.6 | 748174000.0 | 32192.0 | 421.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 248510.0 | 0.166907 | 25.7 | 223.1 | 75.0 | 28.0 | 1.8 | 1000.2 |
| 2010-08-01 | 557385.709677 | 1490147.0 | 543836.0 | 2.740067 | 746240.0 | 743907.0 | 1.003136 | 8.6 | 800784000.0 | 33127.0 | 422.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 248950.0 | 0.167064 | 27.1 | 376.4 | 80.0 | 29.3 | 1.6 | 1002.7 |
| 2010-09-01 | 538179.800000 | 1490950.0 | 544471.0 | 2.738346 | 746663.0 | 744287.0 | 1.003192 | 8.6 | 770732000.0 | 34050.0 | 423.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 251829.0 | 0.168905 | 21.9 | 250.5 | 77.0 | 24.6 | 1.5 | 1005.7 |
| 2010-10-01 | 522380.387097 | 1502476.0 | 554760.0 | 2.708335 | 753144.0 | 749332.0 | 1.005087 | 8.7 | 668362000.0 | 34288.0 | 411.0 | 71673260.0 | 868.0 | 20890.0 | 0.896874 | 299007845.0 | 70.683333 | 253522.0 | 0.168736 | 14.2 | 17.9 | 71.0 | 17.3 | 1.4 | 1011.2 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 636916.419355 | 1458463.0 | 655196.0 | 2.225995 | 728075.0 | 730388.0 | 0.996833 | 14.6 | 771954921.0 | 64758.0 | 492.0 | 70954624.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 399068.0 | 0.273622 | 9.6 | 95.2 | 65.0 | 9.7 | 1.5 | 1011.7 |
| 2021-04-01 | 612933.366667 | 1457619.0 | 656007.0 | 2.221956 | 727522.0 | 730097.0 | 0.996473 | 14.7 | 751324169.0 | 65341.0 | 493.0 | 70954624.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 401500.0 | 0.275449 | 14.7 | 47.4 | 55.0 | 16.4 | 1.9 | 1010.3 |
| 2021-05-01 | 593728.967742 | 1457161.0 | 657087.0 | 2.217607 | 727279.0 | 729882.0 | 0.996434 | 14.8 | 708973560.0 | 67129.0 | 499.0 | 70954624.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 403023.0 | 0.276581 | 17.7 | 134.2 | 72.0 | 19.8 | 1.6 | 1001.6 |
| 2021-06-01 | 620880.600000 | 1456107.0 | 657781.0 | 2.213665 | 726666.0 | 729441.0 | 0.996196 | 14.8 | 774709195.0 | 68521.0 | 497.0 | 70958238.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 405611.0 | 0.278559 | 23.5 | 105.9 | 76.0 | 25.7 | 1.5 | 1000.1 |
| 2021-07-01 | 619792.677419 | 1455300.0 | 658831.0 | 2.208912 | 726281.0 | 729019.0 | 0.996244 | 14.9 | 862436988.0 | 68820.0 | 495.0 | 70958238.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 406543.0 | 0.279353 | 27.8 | 151.8 | 79.0 | 30.8 | 1.6 | 1000.5 |
| 2021-08-01 | 636857.677419 | 1454679.0 | 659978.0 | 2.204133 | 725956.0 | 728723.0 | 0.996203 | 15.0 | 965781582.0 | 66765.0 | 496.0 | 70958238.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 407760.0 | 0.280309 | 25.8 | 289.2 | 84.0 | 27.7 | 1.3 | 1001.0 |
| 2021-09-01 | 609070.066667 | 1455058.0 | 661948.0 | 2.198145 | 726142.0 | 728916.0 | 0.996194 | 15.0 | 830846020.0 | 66551.0 | 502.0 | 70958238.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 410163.0 | 0.281888 | 22.4 | 161.2 | 81.0 | 23.9 | 1.8 | 1005.8 |
| 2021-10-01 | 568061.225806 | 1454228.0 | 662615.0 | 2.194680 | 725742.0 | 728486.0 | 0.996233 | 15.1 | 754358407.0 | 66959.0 | 502.0 | 53197238.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 412409.0 | 0.283593 | 15.7 | 40.8 | 79.0 | 16.6 | 1.2 | 1013.5 |
| 2021-11-01 | 647477.033333 | 1453675.0 | 663621.0 | 2.190520 | 725406.0 | 728269.0 | 0.996069 | 15.2 | 753811497.0 | 68244.0 | 501.0 | 53197238.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 413117.0 | 0.284188 | 8.9 | 41.7 | 76.0 | 8.4 | 1.2 | 1012.0 |
| 2021-12-01 | 606093.612903 | 1452251.0 | 664417.0 | 2.185752 | 724626.0 | 727625.0 | 0.995878 | 15.2 | 814479720.0 | 69167.0 | 503.0 | 53270030.0 | 1496.0 | 13906.0 | 0.910853 | 513176792.0 | 70.116667 | 408639.0 | 0.281383 | 1.9 | 4.4 | 70.0 | 1.7 | 1.5 | 1017.1 |